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Arlington AI Visibility Report — November 2026

In November 2026, we asked ChatGPT, Perplexity, and Claude to recommend local businesses in Arlington across 10 categories. Only 49 businesses were recommended across all platforms. 2 categories had very low cross-platform agreement — meaning no business in Arlington consistently shows up when someone asks AI for a coffee shops recommendation.

49Businesses recommended by AI
2Categories with low/zero coverage
88%Platform agreement rate

Top Findings

1

Most-recommended businesses

Local Provisions, Sage & Vine, Harvest Table appeared most frequently across AI platforms.

2

Underserved categories

Coffee Shops, Lawyers have the lowest cross-platform agreement — the biggest opportunity for Arlington businesses.

3

Platform disagreement is the norm

ChatGPT, Perplexity, and Claude agree on only 88% of picks. Getting listed on one platform does not mean you appear on the others.

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CityCheck

ARLINGTON AI VISIBILITY REPORT

November 2026

Businesses recommended by AI:49
Categories with low/zero coverage:2
Platform agreement rate:88%
Top Recommended

Local Provisions, Sage & Vine, Harvest Table

Not Represented

Coffee Shops, Lawyers

Only 1.2% of local businesses show up in AI search.

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Frequently Asked Questions

Which Arlington businesses does ChatGPT recommend?
In our November 2026 test, ChatGPT recommended 49 businesses across 10 categories in Arlington. The most recommended categories were Restaurants, Coffee Shops, and Pizza. 2 categories had very low or zero cross-platform agreement, meaning no business consistently shows up when someone asks AI for a recommendation in those areas.
How do I get my Arlington business recommended by AI?
Six steps: 1) Claim your Google Business Profile and complete every field. 2) Claim Bing Places (ChatGPT uses Bing). 3) Claim your ChatGPT Business Hub listing at business.chatgpt.com. 4) Get 50+ reviews at 4.5-4.8 stars. 5) Earn organic Reddit mentions. 6) Add LocalBusiness schema and an llms.txt file to your website.
Why doesn't my business show up in ChatGPT in Arlington?
Only 1.2% of local businesses get recommended by ChatGPT. The most common reasons: no Bing Places listing, fewer than 50 reviews, no Reddit mentions, incomplete Google Business Profile, or no structured data markup on your website. Our free audit tool can diagnose the specific gaps for your business.
What percentage of Arlington businesses appear in AI search?
Only about 1.2% of Arlington businesses are recommended when someone asks ChatGPT, Perplexity, or Claude for the "best" in a category. Furthermore, these platforms agree on only 88% of their picks — meaning a business recommended by ChatGPT may not appear in Perplexity or Claude at all.

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